PDE solving on 3D Navier-Stokes flow
0.1695Error (t=40)FNO (with 2-step loss)
Evaluation results
| Method | Links | |
|---|---|---|
| FNO (with 2-step loss)Runtime (s)=7, Representation dimension=16.76 x 10^6, # Parameters=3281864, # Parameters for evolution model=3281864, Training time (min) per epoch=102, Memory usage (MiB)=251472022.06 | 0.1695 | |
| LE-PDE-latentRuntime (s)=1.03, Representation dimension=16.76 x 10^6, # Parameters=71396976, # Parameters for evolution model=71396976, Training time (min) per epoch=69, Memory usage (MiB)=213612022.06 | 0.187 | |
| LE-PDERuntime (s)=0.084, Representation dimension=128, # Parameters=65003120, # Parameters for evolution model=83072, Training time (min) per epoch=65, Memory usage (MiB)=255952022.06 | 0.1947 | |
| FNO (with 1-step loss)Runtime (s)=7, Representation dimension=16.76 x 10^6, # Parameters=3281864, # Parameters for evolution model=3281864, Training time (min) per epoch=58, Memory usage (MiB)=248912022.06 | 0.3215 |